Buat Compfest DSA

Dataset statistics

Number of variables	14
Number of observations	503
Missing cells	1414
Missing cells (%)	20.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	55.1 KiB
Average record size in memory	112.3 B

Variable types

DateTime	1
Numeric	13

Warnings

`Total Pasien` is highly correlated with `Sembuh` and 8 other fields	High correlation
`Sembuh` is highly correlated with `Total Pasien` and 6 other fields	High correlation
`Meninggal` is highly correlated with `Total Pasien` and 8 other fields	High correlation
`Self Isolation` is highly correlated with `Total Pasien` and 9 other fields	High correlation
`Masih Perawatan` is highly correlated with `Total Pasien` and 10 other fields	High correlation
`Menunggu Hasil` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Tenaga Kesehatan Terinfeksi` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Positif Harian` is highly correlated with `Total Pasien` and 10 other fields	High correlation
`Positif Aktif` is highly correlated with `Total Pasien` and 10 other fields	High correlation
`Sembuh Harian` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Tanpa Gejala` is highly correlated with `Bergejala`	High correlation
`Bergejala` is highly correlated with `Self Isolation` and 6 other fields	High correlation
`Belum Ada Data` is highly correlated with `Self Isolation` and 5 other fields	High correlation
`Total Pasien` is highly correlated with `Sembuh` and 9 other fields	High correlation
`Sembuh` is highly correlated with `Total Pasien` and 9 other fields	High correlation
`Meninggal` is highly correlated with `Total Pasien` and 9 other fields	High correlation
`Self Isolation` is highly correlated with `Total Pasien` and 10 other fields	High correlation
`Masih Perawatan` is highly correlated with `Total Pasien` and 9 other fields	High correlation
`Menunggu Hasil` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Tenaga Kesehatan Terinfeksi` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Positif Harian` is highly correlated with `Total Pasien` and 8 other fields	High correlation
`Positif Aktif` is highly correlated with `Total Pasien` and 9 other fields	High correlation
`Sembuh Harian` is highly correlated with `Total Pasien` and 6 other fields	High correlation
`Tanpa Gejala` is highly correlated with `Total Pasien` and 4 other fields	High correlation
`Bergejala` is highly correlated with `Self Isolation` and 3 other fields	High correlation
`Total Pasien` is highly correlated with `Sembuh` and 7 other fields	High correlation
`Sembuh` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Meninggal` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Self Isolation` is highly correlated with `Masih Perawatan` and 5 other fields	High correlation
`Masih Perawatan` is highly correlated with `Total Pasien` and 8 other fields	High correlation
`Menunggu Hasil` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Tenaga Kesehatan Terinfeksi` is highly correlated with `Total Pasien` and 7 other fields	High correlation
`Positif Harian` is highly correlated with `Total Pasien` and 8 other fields	High correlation
`Positif Aktif` is highly correlated with `Total Pasien` and 8 other fields	High correlation
`Sembuh Harian` is highly correlated with `Total Pasien` and 6 other fields	High correlation
`Positif Aktif` is highly correlated with `Belum Ada Data` and 9 other fields	High correlation
`Belum Ada Data` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Masih Perawatan` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Menunggu Hasil` is highly correlated with `Tenaga Kesehatan Terinfeksi`	High correlation
`Total Pasien` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Tenaga Kesehatan Terinfeksi` is highly correlated with `Menunggu Hasil`	High correlation
`Meninggal` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Tanpa Gejala` is highly correlated with `Positif Aktif` and 8 other fields	High correlation
`Positif Harian` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Sembuh Harian` is highly correlated with `Positif Aktif` and 8 other fields	High correlation
`Sembuh` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Bergejala` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Self Isolation` is highly correlated with `Positif Aktif` and 9 other fields	High correlation
`Menunggu Hasil` has 497 (98.8%) missing values	Missing
`Tenaga Kesehatan Terinfeksi` has 497 (98.8%) missing values	Missing
`Tanpa Gejala` has 140 (27.8%) missing values	Missing
`Bergejala` has 140 (27.8%) missing values	Missing
`Belum Ada Data` has 140 (27.8%) missing values	Missing
`Tanggal Jam` has unique values	Unique
`Sembuh` has 17 (3.4%) zeros	Zeros
`Self Isolation` has 15 (3.0%) zeros	Zeros
`Positif Harian` has 7 (1.4%) zeros	Zeros
`Sembuh Harian` has 24 (4.8%) zeros	Zeros

Reproduction

Analysis started	2021-07-17 04:05:39.591575
Analysis finished	2021-07-17 04:05:58.418943
Duration	18.83 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Tanggal Jam
Date

UNIQUE

Distinct	503
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	4.1 KiB

Minimum	2020-03-01 18:00:00
Maximum	2021-07-16 08:00:00

Histogram

Histogram with fixed size bins (bins=50)

Total Pasien
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	497
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180943.3161

Minimum	0
Maximum	727016
Zeros	2
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	520.1
Q1	12167
median	111201
Q3	358259
95-th percentile	478541.6
Maximum	727016
Range	727016
Interquartile range (IQR)	346092

Descriptive statistics

Standard deviation	182803.7804
Coefficient of variation (CV)	1.010282028
Kurtosis	-0.6148424024
Mean	180943.3161
Median Absolute Deviation (MAD)	106426
Skewness	0.7399923789
Sum	91014488
Variance	3.341722212 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	4	0.8%
0	2	0.4%
3	2	0.4%
34	2	0.4%
3746	1	0.2%
111201	1	0.2%
25242	1	0.2%
136861	1	0.2%
8863	1	0.2%
151201	1	0.2%
Other values (487)	487	96.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.4%
3	2	0.4%
7	4	0.8%
34	2	0.4%
36	1	0.2%
62	1	0.2%
72	1	0.2%
79	1	0.2%
95	1	0.2%
97	1	0.2%

Value	Count	Frequency (%)
727016	1	0.2%
714601	1	0.2%
701910	1	0.2%
689243	1	0.2%
677061	1	0.2%
662442	1	0.2%
649309	1	0.2%
636389	1	0.2%
623277	1	0.2%
610303	1	0.2%

Sembuh
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	480
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	165366.002

Minimum	0
Maximum	604034
Zeros	17
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	29.2
Q1	7520
median	100816
Q3	344276.5
95-th percentile	438704.5
Maximum	604034
Range	604034
Interquartile range (IQR)	336756.5

Descriptive statistics

Standard deviation	170233.3244
Coefficient of variation (CV)	1.029433634
Kurtosis	-1.060677193
Mean	165366.002
Median Absolute Deviation (MAD)	100013
Skewness	0.6323529223
Sum	83179099
Variance	2.897938474 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17	3.4%
142	3	0.6%
49	2	0.4%
338	2	0.4%
13	2	0.4%
82	2	0.4%
412	2	0.4%
384652	1	0.2%
9857	1	0.2%
650	1	0.2%
Other values (470)	470	93.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	3.4%
12	1	0.2%
13	2	0.4%
17	1	0.2%
21	1	0.2%
22	1	0.2%
23	1	0.2%
27	1	0.2%
29	1	0.2%
31	1	0.2%

Value	Count	Frequency (%)
604034	1	0.2%
595582	1	0.2%
592556	1	0.2%
589486	1	0.2%
584912	1	0.2%
564437	1	0.2%
543867	1	0.2%
526941	1	0.2%
512085	1	0.2%
501199	1	0.2%

Meninggal
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	488
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3182.359841

Minimum	0
Maximum	9845
Zeros	2
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	49.8
Q1	654
median	2359
Q3	5980
95-th percentile	7968.9
Maximum	9845
Range	9845
Interquartile range (IQR)	5326

Descriptive statistics

Standard deviation	2766.950344
Coefficient of variation (CV)	0.8694649513
Kurtosis	-1.006511097
Mean	3182.359841
Median Absolute Deviation (MAD)	1858
Skewness	0.5976580609
Sum	1600727
Variance	7656014.207
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	7	1.4%
0	2	0.4%
12	2	0.4%
658	2	0.4%
29	2	0.4%
632	2	0.4%
381	2	0.4%
6973	2	0.4%
1	2	0.4%
852	2	0.4%
Other values (478)	478	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.4%
1	2	0.4%
3	7	1.4%
5	1	0.2%
7	1	0.2%
9	1	0.2%
11	1	0.2%
12	2	0.4%
15	1	0.2%
19	1	0.2%

Value	Count	Frequency (%)
9845	1	0.2%
9743	1	0.2%
9603	1	0.2%
9541	1	0.2%
9462	1	0.2%
9395	1	0.2%
9357	1	0.2%
9306	1	0.2%
9110	1	0.2%
9042	1	0.2%

Self Isolation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	479
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8424.180915

Minimum	0
Maximum	88294
Zeros	15
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	114.9
Q1	3013.5
median	5028
Q3	9005.5
95-th percentile	21188.6
Maximum	88294
Range	88294
Interquartile range (IQR)	5992

Descriptive statistics

Standard deviation	12549.08667
Coefficient of variation (CV)	1.489650661
Kurtosis	17.49156127
Mean	8424.180915
Median Absolute Deviation (MAD)	2500
Skewness	3.98638959
Sum	4237363
Variance	157479576.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	3.0%
151	2	0.4%
3483	2	0.4%
3366	2	0.4%
5161	2	0.4%
8643	2	0.4%
4993	2	0.4%
3584	2	0.4%
3485	2	0.4%
2822	2	0.4%
Other values (469)	470	93.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15	3.0%
7	1	0.2%
27	1	0.2%
42	1	0.2%
57	1	0.2%
66	1	0.2%
71	1	0.2%
77	1	0.2%
79	1	0.2%
109	1	0.2%

Value	Count	Frequency (%)
88294	1	0.2%
86298	1	0.2%
78571	1	0.2%
73239	1	0.2%
72361	1	0.2%
71848	1	0.2%
71812	1	0.2%
69644	1	0.2%
68251	1	0.2%
66581	1	0.2%

Masih Perawatan
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	479
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3970.77336

Minimum	0
Maximum	30418
Zeros	2
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	326.2
Q1	1872
median	2861
Q3	4407
95-th percentile	11035.7
Maximum	30418
Range	30418
Interquartile range (IQR)	2535

Descriptive statistics

Standard deviation	4675.787035
Coefficient of variation (CV)	1.177550722
Kurtosis	14.12603338
Mean	3970.77336
Median Absolute Deviation (MAD)	1162
Skewness	3.58228591
Sum	1997299
Variance	21862984.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	4	0.8%
2861	3	0.6%
2555	3	0.6%
2559	2	0.4%
495	2	0.4%
2258	2	0.4%
3015	2	0.4%
2010	2	0.4%
5620	2	0.4%
691	2	0.4%
Other values (469)	479	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.4%
2	2	0.4%
4	4	0.8%
31	2	0.4%
33	1	0.2%
57	1	0.2%
65	1	0.2%
70	1	0.2%
78	1	0.2%
83	1	0.2%

Value	Count	Frequency (%)
30418	1	0.2%
29721	1	0.2%
29136	1	0.2%
28290	1	0.2%
27687	1	0.2%
27442	1	0.2%
26903	1	0.2%
25380	1	0.2%
24843	1	0.2%
24273	1	0.2%

Menunggu Hasil
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	6
Distinct (%)	100.0%
Missing	497
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	411.3333333

Minimum	345
Maximum	479
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	345
5-th percentile	352.5
Q1	379.5
median	412
Q3	441.5
95-th percentile	470.5
Maximum	479
Range	134
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	49.3058482
Coefficient of variation (CV)	0.1198683506
Kurtosis	-1.084034017
Mean	411.3333333
Median Absolute Deviation (MAD)	35
Skewness	0.0240179704
Sum	2468
Variance	2431.066667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
445	1	0.2%
393	1	0.2%
479	1	0.2%
431	1	0.2%
375	1	0.2%
345	1	0.2%
(Missing)	497	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
345	1	0.2%
375	1	0.2%
393	1	0.2%
431	1	0.2%
445	1	0.2%
479	1	0.2%

Value	Count	Frequency (%)
479	1	0.2%
445	1	0.2%
431	1	0.2%
393	1	0.2%
375	1	0.2%
345	1	0.2%

Tenaga Kesehatan Terinfeksi
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	6
Distinct (%)	100.0%
Missing	497
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	37.16666667

Minimum	25
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	25
5-th percentile	25.75
Q1	30.25
median	39.5
Q3	43.5
95-th percentile	46.25
Maximum	47
Range	22
Interquartile range (IQR)	13.25

Descriptive statistics

Standard deviation	8.931218655
Coefficient of variation (CV)	0.2403018472
Kurtosis	-1.733980343
Mean	37.16666667
Median Absolute Deviation (MAD)	6
Skewness	-0.5004583891
Sum	223
Variance	79.76666667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
44	1	0.2%
47	1	0.2%
42	1	0.2%
28	1	0.2%
25	1	0.2%
37	1	0.2%
(Missing)	497	98.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
25	1	0.2%
28	1	0.2%
37	1	0.2%
42	1	0.2%
44	1	0.2%
47	1	0.2%

Value	Count	Frequency (%)
47	1	0.2%
44	1	0.2%
42	1	0.2%
37	1	0.2%
28	1	0.2%
25	1	0.2%

Positif Harian
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	437
Distinct (%)	86.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1445.359841

Minimum	0
Maximum	14619
Zeros	7
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	46.4
Q1	219
median	890
Q3	1447.5
95-th percentile	4879.2
Maximum	14619
Range	14619
Interquartile range (IQR)	1228.5

Descriptive statistics

Standard deviation	2245.317226
Coefficient of variation (CV)	1.5534659
Kurtosis	13.76228417
Mean	1445.359841
Median Absolute Deviation (MAD)	634
Skewness	3.537912647
Sum	727016
Variance	5041449.446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	1.4%
127	4	0.8%
76	3	0.6%
98	3	0.6%
867	2	0.4%
147	2	0.4%
1165	2	0.4%
93	2	0.4%
124	2	0.4%
120	2	0.4%
Other values (427)	474	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	1.4%
2	2	0.4%
3	1	0.2%
4	1	0.2%
7	1	0.2%
10	1	0.2%
14	2	0.4%
16	1	0.2%
25	1	0.2%
26	2	0.4%

Value	Count	Frequency (%)
14619	1	0.2%
13133	1	0.2%
13112	1	0.2%
12974	1	0.2%
12920	1	0.2%
12691	1	0.2%
12667	1	0.2%
12415	1	0.2%
12182	1	0.2%
10903	1	0.2%

Positif Aktif
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	491
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12394.95427

Minimum	0
Maximum	113137
Zeros	2
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	441.1
Q1	4512
median	7816
Q3	12931
95-th percentile	31868.2
Maximum	113137
Range	113137
Interquartile range (IQR)	8419

Descriptive statistics

Standard deviation	16912.61419
Coefficient of variation (CV)	1.364475722
Kurtosis	16.32496647
Mean	12394.95427
Median Absolute Deviation (MAD)	3695
Skewness	3.903331825
Sum	6234662
Variance	286036518.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	4	0.8%
0	2	0.4%
31	2	0.4%
7027	2	0.4%
13140	2	0.4%
4149	2	0.4%
8925	2	0.4%
7226	2	0.4%
6271	2	0.4%
2	2	0.4%
Other values (481)	481	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.4%
2	2	0.4%
4	4	0.8%
31	2	0.4%
33	1	0.2%
57	1	0.2%
65	1	0.2%
70	1	0.2%
84	1	0.2%
85	1	0.2%

Value	Count	Frequency (%)
113137	1	0.2%
109276	1	0.2%
102082	1	0.2%
100142	1	0.2%
100062	1	0.2%
99751	1	0.2%
96085	1	0.2%
94584	1	0.2%
91163	1	0.2%
90216	1	0.2%

Sembuh Harian
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	410
Distinct (%)	81.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1200.862823

Minimum	0
Maximum	20570
Zeros	24
Zeros (%)	4.8%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	162
median	864
Q3	1318
95-th percentile	3516.6
Maximum	20570
Range	20570
Interquartile range (IQR)	1156

Descriptive statistics

Standard deviation	1968.090811
Coefficient of variation (CV)	1.638897277
Kurtosis	49.49797113
Mean	1200.862823
Median Absolute Deviation (MAD)	648
Skewness	6.053271313
Sum	604034
Variance	3873381.441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24	4.8%
1	9	1.8%
2	7	1.4%
4	6	1.2%
6	4	0.8%
7	4	0.8%
3	4	0.8%
107	3	0.6%
1124	3	0.6%
178	3	0.6%
Other values (400)	436	86.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	4.8%
1	9	1.8%
2	7	1.4%
3	4	0.8%
4	6	1.2%
5	3	0.6%
6	4	0.8%
7	4	0.8%
8	1	0.2%
12	2	0.4%

Value	Count	Frequency (%)
20570	1	0.2%
20475	1	0.2%
16926	1	0.2%
14856	1	0.2%
10886	1	0.2%
8452	1	0.2%
6607	1	0.2%
5936	1	0.2%
5799	1	0.2%
5757	1	0.2%

Tanpa Gejala
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	350
Distinct (%)	96.4%
Missing	140
Missing (%)	27.8%
Infinite	0
Infinite (%)	0.0%
Mean	6415.278237

Minimum	75
Maximum	32752
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	75
5-th percentile	697.8
Q1	1678.5
median	5016
Q3	7732.5
95-th percentile	20500
Maximum	32752
Range	32677
Interquartile range (IQR)	6054

Descriptive statistics

Standard deviation	6415.994815
Coefficient of variation (CV)	1.000111699
Kurtosis	3.416622348
Mean	6415.278237
Median Absolute Deviation (MAD)	3149
Skewness	1.851960802
Sum	2328746
Variance	41164989.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6278	3	0.6%
20500	3	0.6%
5410	2	0.4%
2622	2	0.4%
6820	2	0.4%
15324	2	0.4%
9348	2	0.4%
1195	2	0.4%
26005	2	0.4%
8770	2	0.4%
Other values (340)	341	67.8%
(Missing)	140	27.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
75	1	0.2%
161	1	0.2%
177	1	0.2%
246	1	0.2%
305	1	0.2%
310	1	0.2%
376	1	0.2%
384	1	0.2%
443	1	0.2%
536	1	0.2%

Value	Count	Frequency (%)
32752	1	0.2%
31922	1	0.2%
29553	1	0.2%
29253	1	0.2%
28902	1	0.2%
28502	1	0.2%
28216	1	0.2%
27502	1	0.2%
26005	2	0.4%
25600	1	0.2%

Bergejala
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	347
Distinct (%)	95.6%
Missing	140
Missing (%)	27.8%
Infinite	0
Infinite (%)	0.0%
Mean	8437.865014

Minimum	637
Maximum	60476
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	637
5-th percentile	3184.9
Q1	4478
median	6139
Q3	9827
95-th percentile	19726.7
Maximum	60476
Range	59839
Interquartile range (IQR)	5349

Descriptive statistics

Standard deviation	7775.738494
Coefficient of variation (CV)	0.9215291405
Kurtosis	19.48499986
Mean	8437.865014
Median Absolute Deviation (MAD)	1997
Skewness	3.932793223
Sum	3062945
Variance	60462109.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5301	3	0.6%
4478	3	0.6%
4749	2	0.4%
8077	2	0.4%
6283	2	0.4%
8916	2	0.4%
6621	2	0.4%
10102	2	0.4%
12027	2	0.4%
4142	2	0.4%
Other values (337)	341	67.8%
(Missing)	140	27.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
637	1	0.2%
745	1	0.2%
1306	1	0.2%
1481	1	0.2%
1749	1	0.2%
1947	2	0.4%
2138	1	0.2%
2191	1	0.2%
2614	1	0.2%
2638	1	0.2%

Value	Count	Frequency (%)
60476	1	0.2%
57521	1	0.2%
54463	1	0.2%
52360	1	0.2%
50824	1	0.2%
48144	1	0.2%
40727	1	0.2%
29461	1	0.2%
28925	1	0.2%
27514	1	0.2%

Belum Ada Data
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	352
Distinct (%)	97.0%
Missing	140
Missing (%)	27.8%
Infinite	0
Infinite (%)	0.0%
Mean	4836.107438

Minimum	0
Maximum	70948
Zeros	3
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	4.1 KiB

Quantile statistics

Minimum	0
5-th percentile	472.2
Q1	908
median	2023
Q3	4174
95-th percentile	21171.1
Maximum	70948
Range	70948
Interquartile range (IQR)	3266

Descriptive statistics

Standard deviation	9643.271699
Coefficient of variation (CV)	1.994015192
Kurtosis	19.96673078
Mean	4836.107438
Median Absolute Deviation (MAD)	1271
Skewness	4.284671332
Sum	1755507
Variance	92992689.07
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
744	3	0.6%
967	3	0.6%
0	3	0.6%
865	2	0.4%
633	2	0.4%
1353	2	0.4%
1198	2	0.4%
1509	2	0.4%
1443	1	0.2%
7894	1	0.2%
Other values (342)	342	68.0%
(Missing)	140	27.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	0.6%
6	1	0.2%
198	1	0.2%
224	1	0.2%
234	1	0.2%
274	1	0.2%
337	1	0.2%
353	1	0.2%
372	1	0.2%
382	1	0.2%

Value	Count	Frequency (%)
70948	1	0.2%
63469	1	0.2%
61707	1	0.2%
58094	1	0.2%
50920	1	0.2%
49320	1	0.2%
49132	1	0.2%
41215	1	0.2%
40022	1	0.2%
39441	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Tanggal Jam	Total Pasien	Meninggal	Masih Perawatan	Menunggu Hasil	Tenaga Kesehatan Terinfeksi	Positif Harian	Positif Aktif	Tanpa Gejala	Bergejala	Belum Ada Data
0	2020-03-01 18:00:00	0	0	0	NaN	NaN	0	0	NaN	NaN	NaN
1	2020-03-02 18:00:00	0	0	0	NaN	NaN	0	0	NaN	NaN	NaN
2	2020-03-03 18:00:00	3	1	2	NaN	NaN	3	2	NaN	NaN	NaN
3	2020-03-04 18:00:00	3	1	2	NaN	NaN	0	2	NaN	NaN	NaN
4	2020-03-05 18:00:00	7	3	4	NaN	NaN	4	4	NaN	NaN	NaN
5	2020-03-06 18:00:00	7	3	4	NaN	NaN	0	4	NaN	NaN	NaN
6	2020-03-07 18:00:00	7	3	4	NaN	NaN	0	4	NaN	NaN	NaN
7	2020-03-08 18:00:00	7	3	4	NaN	NaN	0	4	NaN	NaN	NaN
8	2020-03-09 18:00:00	34	3	31	NaN	NaN	27	31	NaN	NaN	NaN
9	2020-03-10 18:00:00	34	3	31	NaN	NaN	0	31	NaN	NaN	NaN

Last rows

	Tanggal Jam	Total Pasien	Sembuh	Meninggal	Self Isolation	Masih Perawatan	Menunggu Hasil	Tenaga Kesehatan Terinfeksi	Positif Harian	Positif Aktif	Sembuh Harian	Tanpa Gejala	Bergejala	Belum Ada Data
493	2021-07-07 08:00:00	610303	501199	9042	69644	30418	NaN	NaN	9366	100062	3707	18376.0	57521.0	24165.0
494	2021-07-08 08:00:00	623277	512085	9110	72361	29721	NaN	NaN	12974	102082	10886	14748.0	50824.0	36510.0
495	2021-07-09 08:00:00	636389	526941	9306	73239	26903	NaN	NaN	13112	100142	14856	10095.0	40727.0	49320.0
496	2021-07-10 08:00:00	649309	543867	9357	71812	24273	NaN	NaN	12920	96085	16926	7999.0	26379.0	61707.0
497	2021-07-11 08:00:00	662442	564437	9395	68251	20359	NaN	NaN	13133	88610	20570	4769.0	12893.0	70948.0
498	2021-07-12 08:00:00	677061	584912	9462	66581	16106	NaN	NaN	14619	82687	20475	17649.0	25597.0	39441.0
499	2021-07-13 08:00:00	689243	589486	9541	71848	18368	NaN	NaN	12182	90216	4574	16957.0	22339.0	50920.0
500	2021-07-14 08:00:00	701910	592556	9603	78571	21180	NaN	NaN	12667	99751	3070	32752.0	54463.0	12536.0
501	2021-07-15 08:00:00	714601	595582	9743	86298	22978	NaN	NaN	12691	109276	3026	31922.0	52360.0	24994.0
502	2021-07-16 08:00:00	727016	604034	9845	88294	24843	NaN	NaN	12415	113137	8452	28216.0	48144.0	36777.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows